{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "mount_file_id": "1m2UImDJnNc-DXZcIWNALQaC4tbkSQXH3",
      "authorship_tag": "ABX9TyOxe5fgYhGNzf8xiQUequsU",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/SJinLee/PPG/blob/main/01.data_exploratrion.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* https://www.kaggle.com/datasets/canaria/5-gamers\n",
        "* https://www.kaggle.com/code/rfinean/fatigue-data-exploration"
      ],
      "metadata": {
        "id": "cO_pvORLzM_B"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip -d input drive/MyDrive/ppg/archive.zip"
      ],
      "metadata": {
        "id": "SSvN-ynRcurN",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b546dcce-87da-41f4-f8ff-217955a9294e"
      },
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  drive/MyDrive/ppg/archive.zip\n",
            "  inflating: input/gamer1-annotations.csv  \n",
            "  inflating: input/gamer1-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer1-ppg-2000-01-02.csv  \n",
            "  inflating: input/gamer2-annotations.csv  \n",
            "  inflating: input/gamer2-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer2-ppg-2000-01-02.csv  \n",
            "  inflating: input/gamer3-annotations.csv  \n",
            "  inflating: input/gamer3-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer3-ppg-2000-01-02.csv  \n",
            "  inflating: input/gamer4-annotations.csv  \n",
            "  inflating: input/gamer4-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer4-ppg-2000-01-02.csv  \n",
            "  inflating: input/gamer5-annotations.csv  \n",
            "  inflating: input/gamer5-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer5-ppg-2000-01-02.csv  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from mpl_toolkits.mplot3d import Axes3D\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "import matplotlib.pyplot as plt # plotting\n",
        "import numpy as np # linear algebra\n",
        "import os # accessing directory structure\n",
        "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)"
      ],
      "metadata": {
        "id": "D-8kQoeXd6rH"
      },
      "execution_count": 62,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "os.listdir('./input/')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Wsu6mbbVebXq",
        "outputId": "5a2a21ff-78d2-4898-fb1b-6dccb40c5a73"
      },
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['gamer2-ppg-2000-01-02.csv',\n",
              " 'gamer1-ppg-2000-01-01.csv',\n",
              " 'gamer3-ppg-2000-01-01.csv',\n",
              " 'gamer5-annotations.csv',\n",
              " 'gamer3-ppg-2000-01-02.csv',\n",
              " 'gamer3-annotations.csv',\n",
              " 'gamer1-annotations.csv',\n",
              " 'gamer4-ppg-2000-01-02.csv',\n",
              " 'gamer4-ppg-2000-01-01.csv',\n",
              " 'gamer2-ppg-2000-01-01.csv',\n",
              " 'gamer5-ppg-2000-01-02.csv',\n",
              " 'gamer5-ppg-2000-01-01.csv',\n",
              " 'gamer4-annotations.csv',\n",
              " 'gamer1-ppg-2000-01-02.csv',\n",
              " 'gamer2-annotations.csv']"
            ]
          },
          "metadata": {},
          "execution_count": 63
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Distribution graphs (histogram/bar graph) of column data\n",
        "def plotPerColumnDistribution(df, nGraphShown, nGraphPerRow):\n",
        "    nunique = df.nunique()\n",
        "    df = df[[col for col in df if nunique[col] > 1 and nunique[col] < 50]] # For displaying purposes, pick columns that have between 1 and 50 unique values\n",
        "    nRow, nCol = df.shape\n",
        "    columnNames = list(df)\n",
        "    nGraphRow = (nCol + nGraphPerRow - 1) / nGraphPerRow\n",
        "    plt.figure(num = None, figsize = (6 * nGraphPerRow, 8 * nGraphRow), dpi = 80, facecolor = 'w', edgecolor = 'k')\n",
        "    for i in range(min(nCol, nGraphShown)):\n",
        "        plt.subplot(nGraphRow, nGraphPerRow, i + 1)\n",
        "        columnDf = df.iloc[:, i]\n",
        "        if (not np.issubdtype(type(columnDf.iloc[0]), np.number)):\n",
        "            valueCounts = columnDf.value_counts()\n",
        "            valueCounts.plot.bar()\n",
        "        else:\n",
        "            columnDf.hist()\n",
        "        plt.ylabel('counts')\n",
        "        plt.xticks(rotation = 90)\n",
        "        plt.title(f'{columnNames[i]} (column {i})')\n",
        "    plt.tight_layout(pad = 1.0, w_pad = 1.0, h_pad = 1.0)\n",
        "    plt.show()"
      ],
      "metadata": {
        "id": "irPD8N9geljY"
      },
      "execution_count": 64,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Correlation matrix\n",
        "def plotCorrelationMatrix(df, graphWidth):\n",
        "    filename = df.dataframeName\n",
        "    df = df.dropna('columns') # drop columns with NaN\n",
        "    df = df[[col for col in df if df[col].nunique() > 1]] # keep columns where there are more than 1 unique values\n",
        "    if df.shape[1] < 2:\n",
        "        print(f'No correlation plots shown: The number of non-NaN or constant columns ({df.shape[1]}) is less than 2')\n",
        "        return\n",
        "    corr = df.corr()\n",
        "    plt.figure(num=None, figsize=(graphWidth, graphWidth), dpi=80, facecolor='w', edgecolor='k')\n",
        "    corrMat = plt.matshow(corr, fignum = 1)\n",
        "    plt.xticks(range(len(corr.columns)), corr.columns, rotation=90)\n",
        "    plt.yticks(range(len(corr.columns)), corr.columns)\n",
        "    plt.gca().xaxis.tick_bottom()\n",
        "    plt.colorbar(corrMat)\n",
        "    plt.title(f'Correlation Matrix for {filename}', fontsize=15)\n",
        "    plt.show()"
      ],
      "metadata": {
        "id": "DKaBMTCGe09q"
      },
      "execution_count": 65,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Scatter and density plots\n",
        "def plotScatterMatrix(df, plotSize, textSize):\n",
        "    df = df.select_dtypes(include =[np.number]) # keep only numerical columns\n",
        "    # Remove rows and columns that would lead to df being singular\n",
        "    df = df.dropna('columns')\n",
        "    df = df[[col for col in df if df[col].nunique() > 1]] # keep columns where there are more than 1 unique values\n",
        "    columnNames = list(df)\n",
        "    if len(columnNames) > 10: # reduce the number of columns for matrix inversion of kernel density plots\n",
        "        columnNames = columnNames[:10]\n",
        "    df = df[columnNames]\n",
        "    ax = pd.plotting.scatter_matrix(df, alpha=0.75, figsize=[plotSize, plotSize], diagonal='kde')\n",
        "    corrs = df.corr().values\n",
        "    for i, j in zip(*plt.np.triu_indices_from(ax, k = 1)):\n",
        "        ax[i, j].annotate('Corr. coef = %.3f' % corrs[i, j], (0.8, 0.2), xycoords='axes fraction', ha='center', va='center', size=textSize)\n",
        "    plt.suptitle('Scatter and Density Plot')\n",
        "    plt.show()"
      ],
      "metadata": {
        "id": "8y9jLERke6Or"
      },
      "execution_count": 66,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "gamerID = 'gamer5'"
      ],
      "metadata": {
        "id": "JHpvNUIye_JX"
      },
      "execution_count": 67,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dateCols = ['Datetime']\n",
        "anots = pd.read_csv('./input/' + gamerID + '-annotations.csv', parse_dates=dateCols)\n",
        "anots.dataframeName = gamerID + '-annotations'\n",
        "anots.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "m55DXl8ZfFdP",
        "outputId": "3cd284c8-fefd-483d-aeda-f5c3cbc9b691"
      },
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(86, 3)"
            ]
          },
          "metadata": {},
          "execution_count": 68
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "anots.head(30)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 990
        },
        "id": "LxbZ0j2zfium",
        "outputId": "00163d8e-0051-49af-9098-2afdd3708a69"
      },
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Datetime                                      Event Value\n",
              "0  2000-01-01 11:00:00  Stanford Sleepiness Self-Assessment (1-7)     3\n",
              "1  2000-01-01 12:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "2  2000-01-01 13:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "3  2000-01-01 14:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "4  2000-01-01 15:00:00  Stanford Sleepiness Self-Assessment (1-7)     3\n",
              "5  2000-01-01 16:00:00  Stanford Sleepiness Self-Assessment (1-7)     2\n",
              "6  2000-01-01 17:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "7  2000-01-01 18:00:00  Stanford Sleepiness Self-Assessment (1-7)     2\n",
              "8  2000-01-01 19:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "9  2000-01-01 20:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "10 2000-01-01 21:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "11 2000-01-01 22:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "12 2000-01-01 23:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "13 2000-01-02 00:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "14 2000-01-02 01:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "15 2000-01-02 02:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "16 2000-01-02 03:00:00  Stanford Sleepiness Self-Assessment (1-7)     2\n",
              "17 2000-01-02 04:00:00  Stanford Sleepiness Self-Assessment (1-7)     2\n",
              "18 2000-01-02 05:00:00  Stanford Sleepiness Self-Assessment (1-7)     3\n",
              "19 2000-01-02 06:00:00  Stanford Sleepiness Self-Assessment (1-7)     3\n",
              "20 2000-01-02 07:00:00  Stanford Sleepiness Self-Assessment (1-7)     3\n",
              "21 2000-01-02 08:00:00  Stanford Sleepiness Self-Assessment (1-7)     3\n",
              "22 2000-01-02 09:00:00  Stanford Sleepiness Self-Assessment (1-7)     4\n",
              "23 2000-01-02 10:00:00  Stanford Sleepiness Self-Assessment (1-7)     5\n",
              "24 2000-01-02 11:00:00  Stanford Sleepiness Self-Assessment (1-7)     5\n",
              "25 2000-01-02 09:02:00            Sleep-2-Peak Reaction Time (ms)   262\n",
              "26 2000-01-02 08:02:00            Sleep-2-Peak Reaction Time (ms)   251\n",
              "27 2000-01-02 07:02:00            Sleep-2-Peak Reaction Time (ms)   244\n",
              "28 2000-01-02 06:02:00            Sleep-2-Peak Reaction Time (ms)   306\n",
              "29 2000-01-02 05:01:00            Sleep-2-Peak Reaction Time (ms)   264"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-2a6c5569-d905-4996-9b2c-b905c63c9d75\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Datetime</th>\n",
              "      <th>Event</th>\n",
              "      <th>Value</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2000-01-01 11:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2000-01-01 12:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2000-01-01 13:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2000-01-01 14:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2000-01-01 15:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2000-01-01 16:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2000-01-01 17:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2000-01-01 18:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>2000-01-01 19:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>2000-01-01 20:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>2000-01-01 21:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>2000-01-01 22:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>2000-01-01 23:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>2000-01-02 00:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>2000-01-02 01:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>2000-01-02 02:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>2000-01-02 03:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>2000-01-02 04:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>2000-01-02 05:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>2000-01-02 06:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>2000-01-02 07:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>2000-01-02 08:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>2000-01-02 09:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>2000-01-02 10:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>2000-01-02 11:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>2000-01-02 09:02:00</td>\n",
              "      <td>Sleep-2-Peak Reaction Time (ms)</td>\n",
              "      <td>262</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>2000-01-02 08:02:00</td>\n",
              "      <td>Sleep-2-Peak Reaction Time (ms)</td>\n",
              "      <td>251</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>2000-01-02 07:02:00</td>\n",
              "      <td>Sleep-2-Peak Reaction Time (ms)</td>\n",
              "      <td>244</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>2000-01-02 06:02:00</td>\n",
              "      <td>Sleep-2-Peak Reaction Time (ms)</td>\n",
              "      <td>306</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>2000-01-02 05:01:00</td>\n",
              "      <td>Sleep-2-Peak Reaction Time (ms)</td>\n",
              "      <td>264</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
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              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2a6c5569-d905-4996-9b2c-b905c63c9d75')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-2a6c5569-d905-4996-9b2c-b905c63c9d75 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-2a6c5569-d905-4996-9b2c-b905c63c9d75');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-b6f9e87b-8919-4365-881a-720b55e06a64\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-b6f9e87b-8919-4365-881a-720b55e06a64')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-b6f9e87b-8919-4365-881a-720b55e06a64 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 69
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "anots['Event'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ILaMMXlBv30l",
        "outputId": "c7366183-e37b-4396-bad1-03e84079049f"
      },
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Stanford Sleepiness Self-Assessment (1-7)    25\n",
              "Diary Entry (text)                           24\n",
              "Sleep-2-Peak Reaction Time (ms)              23\n",
              "Name: Event, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 70
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib as mpl\n",
        "sss = anots[anots.Event == \"Stanford Sleepiness Self-Assessment (1-7)\"].drop('Event', axis=1).copy()\n",
        "sss['SelfAssess'] = sss['Value'].map(lambda x: float(x))\n",
        "\n",
        "rt = anots[anots.Event == \"Sleep-2-Peak Reaction Time (ms)\"].drop('Event', axis=1).copy()\n",
        "rt['ReactTime'] = rt['Value'].map(lambda x: float(x))\n",
        "\n",
        "diary = anots[anots.Event == \"Diary Entry (text)\"].drop('Event', axis=1).copy()\n",
        "\n",
        "fatigueplot = plt.figure(figsize=(7,4), dpi= 150)\n",
        "axsa = fatigueplot.add_subplot(1,1,1)\n",
        "axsa.set_title('Sleepiness of ' + gamerID + ' through episode')\n",
        "axsa.set_xlabel('Time of day')\n",
        "plt.xticks(rotation=90)\n",
        "axsa.set_xlim(pd.Timestamp('2000-01-01 11:00'), pd.Timestamp('2000-01-02 11:00:00'))\n",
        "axsa.xaxis.set_major_locator(mpl.dates.HourLocator()) # .MinuteLocator\n",
        "axsa.xaxis.set_major_formatter(mpl.dates.DateFormatter('%d %H:%M'))\n",
        "#axsa.xaxis.set_minor_formatter(mpl.dates.DateFormatter('%H:%M'))\n",
        "axsa.set_ylabel('sleepiness self assessment (1-7)', color='b')\n",
        "axsa.set_ylim(0.9,7.1)\n",
        "axrt = axsa.twinx()\n",
        "axrt.set_ylabel('reaction time (ms)', color='r')\n",
        "\n",
        "axsa.plot('Datetime', 'SelfAssess', 'b-', data=sss)\n",
        "axrt.plot('Datetime', 'ReactTime', 'r-', data=rt)\n",
        "\n",
        "for item in diary.iterrows():\n",
        "    s = item[1]\n",
        "    axsa.axvline(s.Datetime, linewidth=0.2, color='g')\n",
        "    axsa.text(s.Datetime, -1.0, s.Value, rotation=90, fontsize='xx-small',\n",
        "              color='g', alpha=0.5, horizontalalignment='right')\n",
        "\n",
        "#fatigueplot.autofmt_xdate()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 582
        },
        "id": "HX7LPD6PfuMY",
        "outputId": "a1ae193f-da24-4c83-ecd6-712e49adba36"
      },
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nRowsRead = 2000 # specify 'None' if want to read whole file\n",
        "# gamer1-ppg-2000-01-01.csv has 2,996,500 rows (about 12hrs) in reality\n",
        "# but we are only previewing the first 2000 rows\n",
        "ppg = pd.read_csv('./' + gamerID + '-ppg-2000-01-01.csv', delimiter=',', nrows = nRowsRead)\n",
        "ppg.dataframeName = gamerID + '-ppg-2000-01-01.csv'\n",
        "ppg.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LdsP-ZiYf99i",
        "outputId": "885cf494-0910-4570-859a-aa1d1d1f40fe"
      },
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2000, 2)"
            ]
          },
          "metadata": {},
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppg.head(10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "Hr-6un6ezFmm",
        "outputId": "88f5f3d5-71bf-44af-ad7b-6af140cc6fd2"
      },
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Time  Red_Signal\n",
              "0  12:54:44.096662         686\n",
              "1  12:54:44.100672         656\n",
              "2  12:54:44.100672         526\n",
              "3  12:54:44.101674         422\n",
              "4  12:54:44.102676         327\n",
              "5  12:54:44.105684         251\n",
              "6  12:54:44.106687         192\n",
              "7  12:54:44.106687         147\n",
              "8  12:54:44.107690         113\n",
              "9  12:54:44.108702          87"
            ],
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            ]
          },
          "metadata": {},
          "execution_count": 73
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ts = plt.figure(figsize=(7,4), dpi= 150)\n",
        "ax = ts.add_subplot(1,1,1)\n",
        "ax.set_title('PPG time series for ' + gamerID)\n",
        "ax.set_xlabel('Sample')\n",
        "ax.set_xticklabels([])\n",
        "ax.set_ylabel('Red transmission', color='r')\n",
        "ax.plot('Time', 'Red_Signal', 'r-', data=ppg)\n",
        "ts.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 524
        },
        "id": "TOY2ygIZzSQE",
        "outputId": "5acc52e4-755c-4395-9f6e-206159130b4c"
      },
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppg['timestamp'] = pd.to_datetime(ppg['Time'])\n",
        "\n",
        "ppg.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "xxGC9HU1zayG",
        "outputId": "2cf7f75d-6afa-4516-fefb-ccc93b0c8d6b"
      },
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Time  Red_Signal                  timestamp\n",
              "0  12:54:44.096662         686 2024-01-18 12:54:44.096662\n",
              "1  12:54:44.100672         656 2024-01-18 12:54:44.100672\n",
              "2  12:54:44.100672         526 2024-01-18 12:54:44.100672\n",
              "3  12:54:44.101674         422 2024-01-18 12:54:44.101674\n",
              "4  12:54:44.102676         327 2024-01-18 12:54:44.102676"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-a5e77038-2a96-4c41-9e0f-7ab56b1e40a8\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Time</th>\n",
              "      <th>Red_Signal</th>\n",
              "      <th>timestamp</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>12:54:44.096662</td>\n",
              "      <td>686</td>\n",
              "      <td>2024-01-18 12:54:44.096662</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>12:54:44.100672</td>\n",
              "      <td>656</td>\n",
              "      <td>2024-01-18 12:54:44.100672</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>12:54:44.100672</td>\n",
              "      <td>526</td>\n",
              "      <td>2024-01-18 12:54:44.100672</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>12:54:44.101674</td>\n",
              "      <td>422</td>\n",
              "      <td>2024-01-18 12:54:44.101674</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>12:54:44.102676</td>\n",
              "      <td>327</td>\n",
              "      <td>2024-01-18 12:54:44.102676</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a5e77038-2a96-4c41-9e0f-7ab56b1e40a8')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-a5e77038-2a96-4c41-9e0f-7ab56b1e40a8 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-a5e77038-2a96-4c41-9e0f-7ab56b1e40a8');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-fb8419df-59c4-43af-b5b0-cd9950b650fb\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-fb8419df-59c4-43af-b5b0-cd9950b650fb')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-fb8419df-59c4-43af-b5b0-cd9950b650fb button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 75
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def compare_t_axes(data_range):\n",
        "    \"\"\"\n",
        "    plots time series as a resampled series above the time-stamped version\n",
        "\n",
        "    Parameters\n",
        "    ----------\n",
        "    data_range : pandas.dataframe\n",
        "        Pandas dataframe with columns 'Red_signal' for y-axis and 'timestamp' for x-axis\n",
        "    \"\"\"\n",
        "    ts, (ax, tsax) = plt.subplots(2, figsize=(7,4), dpi= 150)\n",
        "    ts.suptitle('PPG time series')\n",
        "    ax.set_title('at constant sample rate:')\n",
        "    ax.set_ylabel('Red tx', color='r')\n",
        "    ax.xaxis.set_visible(False)\n",
        "    ax.plot('Time', 'Red_Signal', 'r-', data=data_range)\n",
        "\n",
        "    tsax.set_title('and using timestamps:')\n",
        "    tsax.set_xlabel('Timestamp Time')\n",
        "    plt.xticks(rotation = 90)\n",
        "    tsax.set_ylabel('Red tx', color='r')\n",
        "    tsax.plot('timestamp', 'Red_Signal', 'r-', data=data_range)\n",
        "    ts.show()"
      ],
      "metadata": {
        "id": "RuRx85NZziPV"
      },
      "execution_count": 76,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "compare_t_axes(ppg)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 629
        },
        "id": "R_MSHj3uzo5G",
        "outputId": "a91713fd-7673-4dd9-dac1-df4a18d22041"
      },
      "execution_count": 77,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "compare_t_axes(ppg[1000:])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 634
        },
        "id": "jBn1sEoOz3UW",
        "outputId": "ab44b559-e5fc-4e9e-f284-1be0b8fb3798"
      },
      "execution_count": 78,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "compare_t_axes(ppg[1000:1100])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 681
        },
        "id": "spEb7z290K13",
        "outputId": "246a12c3-ea2e-41a2-d027-8c0eaf6ffb14"
      },
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nRowsRead = 2000 # specify 'None' if want to read whole file\n",
        "# gamer1-ppg-2000-01-02.csv has 3,177,175 rows (approx 12hrs) in reality,\n",
        "# but we are only loading/previewing the first 2000 rows\n",
        "ppg2 = pd.read_csv('./input/' + gamerID + '-ppg-2000-01-02.csv', delimiter=',', nrows = nRowsRead)\n",
        "ppg2.dataframeName = gamerID + '-ppg-2000-01-02.csv'\n",
        "ppg2['timestamp'] = pd.to_datetime(ppg2['Time'])\n",
        "ppg2.head(20)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 676
        },
        "id": "tHZ48OKs0cz9",
        "outputId": "a1ca0ec6-051f-4301-bd6c-6d85f582622d"
      },
      "execution_count": 83,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "               Time  Red_Signal                  timestamp\n",
              "0   00:06:19.449082         671 2024-01-18 00:06:19.449082\n",
              "1   00:06:19.449082         537 2024-01-18 00:06:19.449082\n",
              "2   00:06:19.449082         430 2024-01-18 00:06:19.449082\n",
              "3   00:06:19.450071         334 2024-01-18 00:06:19.450071\n",
              "4   00:06:19.450071         256 2024-01-18 00:06:19.450071\n",
              "5   00:06:19.450071         196 2024-01-18 00:06:19.450071\n",
              "6   00:06:19.450071         151 2024-01-18 00:06:19.450071\n",
              "7   00:06:19.450071         115 2024-01-18 00:06:19.450071\n",
              "8   00:06:19.451073          89 2024-01-18 00:06:19.451073\n",
              "9   00:06:19.451073          68 2024-01-18 00:06:19.451073\n",
              "10  00:06:19.451073          52 2024-01-18 00:06:19.451073\n",
              "11  00:06:19.451073          40 2024-01-18 00:06:19.451073\n",
              "12  00:06:19.451073          31 2024-01-18 00:06:19.451073\n",
              "13  00:06:19.451073          24 2024-01-18 00:06:19.451073\n",
              "14  00:06:19.452076          18 2024-01-18 00:06:19.452076\n",
              "15  00:06:19.452076          14 2024-01-18 00:06:19.452076\n",
              "16  00:06:19.452076          11 2024-01-18 00:06:19.452076\n",
              "17  00:06:19.452076           8 2024-01-18 00:06:19.452076\n",
              "18  00:06:19.452076           6 2024-01-18 00:06:19.452076\n",
              "19  00:06:19.461109           5 2024-01-18 00:06:19.461109"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-2e67c820-3607-437c-ac24-682ebd160209\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Time</th>\n",
              "      <th>Red_Signal</th>\n",
              "      <th>timestamp</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>00:06:19.449082</td>\n",
              "      <td>671</td>\n",
              "      <td>2024-01-18 00:06:19.449082</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>00:06:19.449082</td>\n",
              "      <td>537</td>\n",
              "      <td>2024-01-18 00:06:19.449082</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>00:06:19.449082</td>\n",
              "      <td>430</td>\n",
              "      <td>2024-01-18 00:06:19.449082</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>00:06:19.450071</td>\n",
              "      <td>334</td>\n",
              "      <td>2024-01-18 00:06:19.450071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>00:06:19.450071</td>\n",
              "      <td>256</td>\n",
              "      <td>2024-01-18 00:06:19.450071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>00:06:19.450071</td>\n",
              "      <td>196</td>\n",
              "      <td>2024-01-18 00:06:19.450071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>00:06:19.450071</td>\n",
              "      <td>151</td>\n",
              "      <td>2024-01-18 00:06:19.450071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>00:06:19.450071</td>\n",
              "      <td>115</td>\n",
              "      <td>2024-01-18 00:06:19.450071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>00:06:19.451073</td>\n",
              "      <td>89</td>\n",
              "      <td>2024-01-18 00:06:19.451073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>00:06:19.451073</td>\n",
              "      <td>68</td>\n",
              "      <td>2024-01-18 00:06:19.451073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>00:06:19.451073</td>\n",
              "      <td>52</td>\n",
              "      <td>2024-01-18 00:06:19.451073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>00:06:19.451073</td>\n",
              "      <td>40</td>\n",
              "      <td>2024-01-18 00:06:19.451073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>00:06:19.451073</td>\n",
              "      <td>31</td>\n",
              "      <td>2024-01-18 00:06:19.451073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>00:06:19.451073</td>\n",
              "      <td>24</td>\n",
              "      <td>2024-01-18 00:06:19.451073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>00:06:19.452076</td>\n",
              "      <td>18</td>\n",
              "      <td>2024-01-18 00:06:19.452076</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>00:06:19.452076</td>\n",
              "      <td>14</td>\n",
              "      <td>2024-01-18 00:06:19.452076</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>00:06:19.452076</td>\n",
              "      <td>11</td>\n",
              "      <td>2024-01-18 00:06:19.452076</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>00:06:19.452076</td>\n",
              "      <td>8</td>\n",
              "      <td>2024-01-18 00:06:19.452076</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>00:06:19.452076</td>\n",
              "      <td>6</td>\n",
              "      <td>2024-01-18 00:06:19.452076</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>00:06:19.461109</td>\n",
              "      <td>5</td>\n",
              "      <td>2024-01-18 00:06:19.461109</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2e67c820-3607-437c-ac24-682ebd160209')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-2e67c820-3607-437c-ac24-682ebd160209 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-2e67c820-3607-437c-ac24-682ebd160209');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-44bac3b9-a6d0-44eb-bfb1-a8ed528cb6c3\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-44bac3b9-a6d0-44eb-bfb1-a8ed528cb6c3')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-44bac3b9-a6d0-44eb-bfb1-a8ed528cb6c3 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 83
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "compare_t_axes(ppg2)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 634
        },
        "id": "1wXoKxNd0meA",
        "outputId": "3acc2275-c38e-4478-8e85-4ca5b15af9fc"
      },
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "compare_t_axes(ppg2[1000:1200])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 681
        },
        "id": "BHWBBm-60p_P",
        "outputId": "39de2c70-78f8-4558-b324-cf26087cde77"
      },
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "EnsJR0JO0tuL"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}